1
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Ferjancic Z, Bihelovic F, Vulovic B, Matovic R, Trmcic M, Jankovic A, Pavlovic M, Djurkovic F, Prodanovic R, Djurdjevic Djelmas A, Kalicanin N, Zlatovic M, Sladic D, Vallet T, Vignuzzi M, Saicic RN. Development of iminosugar-based glycosidase inhibitors as drug candidates for SARS-CoV-2 virus via molecular modelling and in vitro studies. J Enzyme Inhib Med Chem 2024; 39:2289007. [PMID: 38086763 DOI: 10.1080/14756366.2023.2289007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Accepted: 11/24/2023] [Indexed: 12/18/2023] Open
Abstract
We developed new iminosugar-based glycosidase inhibitors against SARS-CoV-2. Known drugs (miglustat, migalastat, miglitol, and swainsonine) were chosen as lead compounds to develop three classes of glycosidase inhibitors (α-glucosidase, α-galactosidase, and mannosidase). Molecular modelling of the lead compounds, synthesis of the compounds with the highest docking scores, enzyme inhibition tests, and in vitro antiviral assays afforded rationally designed inhibitors. Two highly active α-glucosidase inhibitors were discovered, where one of them is the most potent iminosugar-based anti-SARS-CoV-2 agent to date (EC90 = 1.94 µM in A549-ACE2 cells against Omicron BA.1 strain). However, galactosidase inhibitors did not exhibit antiviral activity, whereas mannosidase inhibitors were both active and cytotoxic. As our iminosugar-based drug candidates act by a host-directed mechanism, they should be more resilient to drug resistance. Moreover, this strategy could be extended to identify potential drug candidates for other viral infections.
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Affiliation(s)
| | - Filip Bihelovic
- Faculty of Chemistry, University of Belgrade, Belgrade, Serbia
| | - Bojan Vulovic
- Faculty of Chemistry, University of Belgrade, Belgrade, Serbia
| | - Radomir Matovic
- University of Belgrade-Institute of Chemistry, Technology and Metallurgy, Belgrade, Serbia
| | - Milena Trmcic
- Innovation Centre of the Faculty of Chemistry, Belgrade, Serbia
| | - Aleksandar Jankovic
- University of Belgrade-Institute of Chemistry, Technology and Metallurgy, Belgrade, Serbia
| | - Milos Pavlovic
- Faculty of Chemistry, University of Belgrade, Belgrade, Serbia
| | - Filip Djurkovic
- Faculty of Chemistry, University of Belgrade, Belgrade, Serbia
| | | | | | - Nevena Kalicanin
- University of Belgrade-Institute of Chemistry, Technology and Metallurgy, Belgrade, Serbia
| | - Mario Zlatovic
- Faculty of Chemistry, University of Belgrade, Belgrade, Serbia
| | - Dusan Sladic
- Faculty of Chemistry, University of Belgrade, Belgrade, Serbia
| | - Thomas Vallet
- Institut Pasteur, Center for the Viral Populations and Pathogenesis, Paris, France
| | - Marco Vignuzzi
- Institut Pasteur, Center for the Viral Populations and Pathogenesis, Paris, France
- A*STAR Infectious Diseases Labs (A*STAR ID Labs), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Radomir N Saicic
- Faculty of Chemistry, University of Belgrade, Belgrade, Serbia
- Serbian Academy of Sciences and Arts, Belgrade, Serbia
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2
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Sencanski M, Perovic V, Milicevic J, Todorovic T, Prodanovic R, Veljkovic V, Paessler S, Glisic S. Identification of SARS-CoV-2 Papain-like Protease (PLpro) Inhibitors Using Combined Computational Approach. ChemistryOpen 2022; 11:e202100248. [PMID: 35103413 PMCID: PMC8805381 DOI: 10.1002/open.202100248] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 01/13/2022] [Indexed: 11/25/2022] Open
Abstract
In the current pandemic, finding an effective drug to prevent or treat the infection is the highest priority. A rapid and safe approach to counteract COVID-19 is in silico drug repurposing. The SARS-CoV-2 PLpro promotes viral replication and modulates the host immune system, resulting in inhibition of the host antiviral innate immune response, and therefore is an attractive drug target. In this study, we used a combined in silico virtual screening for candidates for SARS-CoV-2 PLpro protease inhibitors. We used the Informational spectrum method applied for Small Molecules for searching the Drugbank database followed by molecular docking. After in silico screening of drug space, we identified 44 drugs as potential SARS-CoV-2 PLpro inhibitors that we propose for further experimental testing.
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Affiliation(s)
- Milan Sencanski
- National Institute of the Republic of SerbiaUniversity of BelgradeMike Petrovica Alasa 12–1411000BelgradeSerbia
| | - Vladimir Perovic
- National Institute of the Republic of SerbiaUniversity of BelgradeMike Petrovica Alasa 12–1411000BelgradeSerbia
| | - Jelena Milicevic
- National Institute of the Republic of SerbiaUniversity of BelgradeMike Petrovica Alasa 12–1411000BelgradeSerbia
| | - Tamara Todorovic
- Faculty of ChemistryUniversity of BelgradeStudentski Trg 12–1611000BelgradeSerbia
| | - Radivoje Prodanovic
- Faculty of ChemistryUniversity of BelgradeStudentski Trg 12–1611000BelgradeSerbia
| | | | - Slobodan Paessler
- Department of PathologyUniversity of Texas Medical BranchGalvestonTX 77550USA
- Institute for Human Infections and ImmunityUniversity of Texas Medical BranchGalvestonTX 77555USA
| | - Sanja Glisic
- National Institute of the Republic of SerbiaUniversity of BelgradeMike Petrovica Alasa 12–1411000BelgradeSerbia
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3
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Ostafe R, Fontaine N, Frank D, Ng Fuk Chong M, Prodanovic R, Pandjaitan R, Offmann B, Cadet F, Fischer R. One-shot optimization of multiple enzyme parameters: Tailoring glucose oxidase for pH and electron mediators. Biotechnol Bioeng 2019; 117:17-29. [PMID: 31520472 DOI: 10.1002/bit.27169] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2019] [Revised: 08/20/2019] [Accepted: 09/08/2019] [Indexed: 01/03/2023]
Abstract
Enzymes are biological catalysts with many industrial applications, but natural enzymes are usually unsuitable for industrial processes because they are not optimized for the process conditions. The properties of enzymes can be improved by directed evolution, which involves multiple rounds of mutagenesis and screening. By using mathematical models to predict the structure-activity relationship of an enzyme, and by defining the optimal combination of mutations in silico, we can significantly reduce the number of bench experiments needed, and hence the time and investment required to develop an optimized product. Here, we applied our innovative sequence-activity relationship methodology (innov'SAR) to improve glucose oxidase activity in the presence of different mediators across a range of pH values. Using this machine learning approach, a predictive model was developed and the optimal combination of mutations was determined, leading to a glucose oxidase mutant (P1) with greater specificity for the mediators ferrocene-methanol (12-fold) and nitrosoaniline (8-fold), compared to the wild-type enzyme, and better performance in three pH-adjusted buffers. The kcat /KM ratio of P1 increased by up to 121 folds compared to the wild type enzyme at pH 5.5 in the presence of ferrocene methanol.
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Affiliation(s)
- Raluca Ostafe
- Purdue Institute of Inflammation, Immunology and Infectious Disease, Molecular Evolution, Protein Engineering and Production, Purdue University, West Lafayette, Indiana.,Institute of Molecular Biotechnology, RWTH Aachen University, Aachen, Germany
| | | | - David Frank
- Institute of Molecular Biotechnology, RWTH Aachen University, Aachen, Germany.,Aquila Biolabs GmbH, Baesweiler, Germany
| | | | | | | | | | - Frédéric Cadet
- PEACCEL - Protein Engineering Accelerator, Paris, France
| | - Rainer Fischer
- Institute of Molecular Biotechnology, RWTH Aachen University, Aachen, Germany.,Departments of Biological Sciences and Chemistry, Purdue University, West Lafayette, Indiana
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4
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Spasojevic D, Prokopijevic M, Prodanovic O, Zelenovic N, Polovic N, Radotic K, Prodanovic R. Peroxidase-Sensitive Tyramine Carboxymethyl Xylan Hydrogels for Enzyme Encapsulation. Macromol Res 2019. [DOI: 10.1007/s13233-019-7111-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
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5
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Menghiu G, Ostafe V, Prodanovic R, Fischer R, Ostafe R. Biochemical characterization of chitinase A from Bacillus licheniformis DSM8785 expressed in Pichia pastoris KM71H. Protein Expr Purif 2018; 154:25-32. [PMID: 30237128 DOI: 10.1016/j.pep.2018.09.007] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2018] [Revised: 08/15/2018] [Accepted: 09/15/2018] [Indexed: 02/07/2023]
Abstract
Chitin is an abundant biopolymer found mainly in the exoskeleton of crustaceans and insects. The degradation of chitin using chitinases is one way to address the accumulation of chitin waste streams in the environment, and research has therefore focused on the identification, improvement and expression of suitable enzymes. Here we describe the production, purification and characterization of Bacillus licheniformis chitinase A in the Pichia pastoris expression system. Optimal enzyme activity occurred at pH 4.0-5.0 and within the temperature range 50-60 °C. With colloidal chitin as the substrate, the Km (2.307 mM) and Vmax (0.024 mM min-1) of the enzyme were determined using a 3,5-dinitrosalicylic acid assay. The degradation products of colloidal chitin and hexa-N-acetylchitohexaose were compared by thin-layer chromatography. The activity of the glycosylated enzyme produced in P. pastoris was compared with the in vitro deglycosylated and aglycosylated version produced in Escherichia coli. We showed that the glycosylated chitinase was more active than the deglycosylated and aglycosylated variants.
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Affiliation(s)
- Gheorghita Menghiu
- Institute for Biology VII, Molecular Biotechnology, RWTH Aachen University, Worringerweg 1, 52074, Aachen, Germany; Advanced Environmental Research Laboratories, Department of Biology - Chemistry, West University of Timisoara, Oituz 4, 300086, Timisoara, Romania
| | - Vasile Ostafe
- Advanced Environmental Research Laboratories, Department of Biology - Chemistry, West University of Timisoara, Oituz 4, 300086, Timisoara, Romania
| | - Radivoje Prodanovic
- Faculty of Chemistry, University of Belgrade, Studentski trg 12, 11000, Belgrade, Serbia
| | - Rainer Fischer
- Institute for Biology VII, Molecular Biotechnology, RWTH Aachen University, Worringerweg 1, 52074, Aachen, Germany; Indiana Bioscience Research Institute, W. 16th St. Suite 300, Indianapolis, IN, 46202, USA
| | - Raluca Ostafe
- Institute for Biology VII, Molecular Biotechnology, RWTH Aachen University, Worringerweg 1, 52074, Aachen, Germany; Indiana Bioscience Research Institute, W. 16th St. Suite 300, Indianapolis, IN, 46202, USA.
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6
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Prokopijevic M, Prodanovic O, Spasojevic D, Kovacevic G, Polovic N, Radotic K, Prodanovic R. Tyramine-modified pectins via periodate oxidation for soybean hull peroxidase induced hydrogel formation and immobilization. Appl Microbiol Biotechnol 2017; 101:2281-2290. [PMID: 27942755 DOI: 10.1007/s00253-016-8002-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2016] [Revised: 11/06/2016] [Accepted: 11/09/2016] [Indexed: 12/22/2022]
Abstract
Pectin was modified by oxidation with sodium periodate at molar ratios of 2.5, 5, 10, 15 and 20 mol% and reductive amination with tyramine and sodium cyanoborohydride afterwards. Concentration of tyramine groups within modified pectin ranged from 54.5 to 538 μmol/g of dry pectin while concentration of ionizable groups ranged from 3.0 to 4.0 mmol/g of dry polymer compared to 1.5 mmol/g before modification due to the introduction of amino group. All tyramine-pectins showed exceptional gelling properties and could form hydrogel both by cross-linking of carboxyl groups with calcium or by cross-linking phenol groups with peroxidase in the presence of hydrogen peroxide. These hydrogels were tested as carriers for soybean hull peroxidase (SHP) immobilization within microbeads formed in an emulsion based enzymatic polymerization reaction. SHP immobilized within tyramine-pectin microbeads had an increased thermal and organic solvent stability compared to the soluble enzyme. Immobilized SHP was more active in acidic pH region and had slightly decreased K m value of 2.61 mM compared to the soluble enzyme. After 7 cycles of repeated use in batch reactor for pyrogallol oxidation microbeads, immobilized SHP retained half of the initial activity.
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Affiliation(s)
- Milos Prokopijevic
- Institute for Multidisciplinary Research, University of Belgrade, Kneza Višeslava 1, Belgrade, 11030, Serbia
| | - Olivera Prodanovic
- Institute for Multidisciplinary Research, University of Belgrade, Kneza Višeslava 1, Belgrade, 11030, Serbia
| | - Dragica Spasojevic
- Institute for Multidisciplinary Research, University of Belgrade, Kneza Višeslava 1, Belgrade, 11030, Serbia
| | - Gordana Kovacevic
- Department of Biochemistry, Faculty of Chemistry, University of Belgrade, Studentski trg 12-16, Belgrade, 11000, Serbia
| | - Natalija Polovic
- Department of Biochemistry, Faculty of Chemistry, University of Belgrade, Studentski trg 12-16, Belgrade, 11000, Serbia
| | - Ksenija Radotic
- Institute for Multidisciplinary Research, University of Belgrade, Kneza Višeslava 1, Belgrade, 11030, Serbia
| | - Radivoje Prodanovic
- Department of Biochemistry, Faculty of Chemistry, University of Belgrade, Studentski trg 12-16, Belgrade, 11000, Serbia.
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7
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Chen Q, Utech S, Chen D, Prodanovic R, Lin JM, Weitz DA. Controlled assembly of heterotypic cells in a core-shell scaffold: organ in a droplet. Lab Chip 2016; 16:1346-9. [PMID: 26999495 PMCID: PMC4829496 DOI: 10.1039/c6lc00231e] [Citation(s) in RCA: 120] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
This paper reports a droplet-based microfluidic approach to fabricate a large number of monodisperse, portable microtissues, each in an individual drop. We use water-water-oil double emulsions as templates and spatially assemble hepatocytes in the core and fibroblasts in the shell, forming a 3D liver model in a drop.
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Affiliation(s)
- Qiushui Chen
- Department of Chemistry, Tsinghua University, Beijing 100084, PR China. and John A. Paulson School of Engineering and Applied Sciences, Department of Physics, Harvard University, Cambridge, MA 02139, USA.
| | - Stefanie Utech
- John A. Paulson School of Engineering and Applied Sciences, Department of Physics, Harvard University, Cambridge, MA 02139, USA.
| | - Dong Chen
- John A. Paulson School of Engineering and Applied Sciences, Department of Physics, Harvard University, Cambridge, MA 02139, USA.
| | - Radivoje Prodanovic
- Faculty of Chemistry, University of Belgrade, Studentskitrg 12, Belgrade, Serbia
| | - Jin-Ming Lin
- Department of Chemistry, Tsinghua University, Beijing 100084, PR China.
| | - David A Weitz
- John A. Paulson School of Engineering and Applied Sciences, Department of Physics, Harvard University, Cambridge, MA 02139, USA.
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8
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Utech S, Prodanovic R, Mao AS, Ostafe R, Mooney DJ, Weitz DA. Microfluidic Generation of Monodisperse, Structurally Homogeneous Alginate Microgels for Cell Encapsulation and 3D Cell Culture. Adv Healthc Mater 2015; 4:1628-33. [PMID: 26039892 PMCID: PMC4529809 DOI: 10.1002/adhm.201500021] [Citation(s) in RCA: 203] [Impact Index Per Article: 22.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2015] [Revised: 04/03/2015] [Indexed: 01/01/2023]
Abstract
Monodisperse alginate microgels (10-50 μm) are created via droplet-based microfluidics by a novel crosslinking procedure. Ionic crosslinking of alginate is induced by release of chelated calcium ions. The process separates droplet formation and gelation reaction enabling excellent control over size and homogeneity under mild reaction conditions. Living mesenchymal stem cells are encapsulated and cultured in the generated 3D microenvironments.
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Affiliation(s)
- Stefanie Utech
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA
| | - Radivoje Prodanovic
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA
- Faculty of Chemistry, University of Belgrade, Studentski trg 12, Belgrade, Serbia
| | - Angelo S. Mao
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA
| | - Raluca Ostafe
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA
- Molecular Biotechnology, Faculty of Biology, RWTH Aachen University, Aachen, Germany
| | - David J. Mooney
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA
- Wyss Institute for Biologically Inspired Engineering, Cambridge, Massachusetts, USA
| | - David A. Weitz
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA
- Department of Physics, Harvard University, Cambridge, Massachusetts, USA
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9
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Prodanovic O, Spasojevic D, Prokopijevic M, Radotic K, Markovic N, Blazic M, Prodanovic R. Tyramine modified alginates via periodate oxidation for peroxidase induced hydrogel formation and immobilization. REACT FUNCT POLYM 2015. [DOI: 10.1016/j.reactfunctpolym.2015.06.004] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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10
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Kirovski D, Adamovic M, Radivojevic M, Samanc H, Vujanac I, Prodanovic R, Sladojevic Z. Effects of Bentonite on Weight Gain, Feed Consumption, Blood Metabolites and Ruminal Protozoa in Dairy Calves. ANIM NUTR FEED TECHN 2015. [DOI: 10.5958/0974-181x.2015.00002.5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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11
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Raskovic B, Bozovic O, Prodanovic R, Niketic V, Polovic N. Identification, purification and characterization of a novel collagenolytic serine protease from fig (Ficus carica var. Brown Turkey) latex. J Biosci Bioeng 2014; 118:622-7. [DOI: 10.1016/j.jbiosc.2014.05.020] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2013] [Revised: 05/21/2014] [Accepted: 05/28/2014] [Indexed: 11/24/2022]
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12
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Ostafe R, Prodanovic R, Lloyd Ung W, Weitz DA, Fischer R. A high-throughput cellulase screening system based on droplet microfluidics. Biomicrofluidics 2014; 8:041102. [PMID: 25379082 PMCID: PMC4189127 DOI: 10.1063/1.4886771] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2014] [Accepted: 06/20/2014] [Indexed: 05/06/2023]
Abstract
A new ultra-high-throughput screening assay for the detection of cellulase activity was developed based on microfluidic sorting. Cellulase activity is detected using a series of coupled enzymes leading to the formation of a fluorescent product that can be detected on a chip. Using this method, we have achieved up to 300-fold enrichments of the active population of cells and greater than 90% purity after just one sorting round. In addition, we proved that we can sort the cellulase-expressing cells from mixtures containing less than 1% active cells.
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Affiliation(s)
| | | | - W Lloyd Ung
- Department of Physics, School of Engineering and Applied Sciences, Harvard University , Cambridge, Massachusetts 02138, USA
| | - David A Weitz
- Department of Physics, School of Engineering and Applied Sciences, Harvard University , Cambridge, Massachusetts 02138, USA
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13
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Prokopijevic M, Prodanovic O, Spasojevic D, Stojanovic Z, Radotic K, Prodanovic R. Soybean hull peroxidase immobilization on macroporous glycidyl methacrylates with different surface characteristics. Bioprocess Biosyst Eng 2014; 37:799-804. [PMID: 24061564 DOI: 10.1007/s00449-013-1050-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2013] [Accepted: 09/02/2013] [Indexed: 10/26/2022]
Abstract
Soybean hull peroxidase (SHP, E.C. 1.11.1.7) was immobilized by a glutaraldehyde and periodate method onto series of macroporous copolymers of glycidyl methacrylate (GMA) and ethylene glycol dimethacrylate (EGDMA), poly(GMA-co-EGDMA) with various surface characteristics and pore size diameters ranging from 44 to 200 nm. Glutaraldehyde immobilization method and poly(GMA-co-EGDMA) named SGE 20/12 with pore sizes of 120 nm gave immobilized enzyme with highest specific activity of 25 U/g. Deactivation studies showed that immobilization increased stability of SHP and that surface characteristics of the used copolymer had a major influence on a stability of immobilized enzyme at high temperatures and in an organic solvent. The highest thermostability was obtained using the copolymer SGE 20/12 with pore size of 120 nm, while the highest stability in dioxane had SHP immobilized onto copolymer SGE 10/4 with pore size of 44 nm. Immobilized SHP showed a wider pH optimum as compared to the native enzyme especially at alkaline pH values and 3.2 times increased K m value for pyrogallol. After 6 cycles of repeated use in batch reactor, immobilized SHP retained 25 % of its original activity. Macroporous copolymers with different surface characteristics can be used for fine tuning of activity and stability of immobilized SHP to obtain a biocatalyst suitable for phenol oxidation or polymer synthesis in organic solvents.
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Affiliation(s)
- Milos Prokopijevic
- Institute for Multidisciplinary Research, University of Belgrade, Kneza Višeslava 1, 11030, Belgrade, Serbia
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14
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Ostafe R, Prodanovic R, Nazor J, Fischer R. Ultra-high-throughput screening method for the directed evolution of glucose oxidase. ACTA ACUST UNITED AC 2014; 21:414-21. [PMID: 24613019 DOI: 10.1016/j.chembiol.2014.01.010] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2013] [Revised: 01/21/2014] [Accepted: 01/29/2014] [Indexed: 12/01/2022]
Abstract
Glucose oxidase (GOx) is used in many industrial processes that could benefit from improved versions of the enzyme. Some improvements like higher activity under physiological conditions and thermal stability could be useful for GOx applications in biosensors and biofuel cells. Directed evolution is one of the currently available methods to engineer improved GOx variants. Here, we describe an ultra-high-throughput screening system for sorting the best enzyme variants generated by directed evolution that incorporates several methodological refinements: flow cytometry, in vitro compartmentalization, yeast surface display, fluorescent labeling of the expressed enzyme, delivery of glucose substrate to the reaction mixture through the oil phase, and covalent labeling of the cells with fluorescein-tyramide. The method enables quantitative screening of gene libraries to identify clones with improved activity and it also allows cells to be selected based not only on the overall activity but also on the specific activity of the enzyme.
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Affiliation(s)
- Raluca Ostafe
- Fraunhofer Institute for Molecular Biology and Applied Ecology (IME), Forckenbeckstrasse 6, 52074 Aachen, Germany; Institute of Molecular Biotechnology, RWTH Aachen University, Worringerweg 1, 52074 Aachen, Germany
| | - Radivoje Prodanovic
- Institute of Molecular Biotechnology, RWTH Aachen University, Worringerweg 1, 52074 Aachen, Germany; Faculty of Chemistry, University of Belgrade, Studentski trg 12, 11000, Belgrade, Serbia
| | - Jovana Nazor
- Codexis, 200 Penobscot Drive, Redwood City, CA 94063, USA
| | - Rainer Fischer
- Fraunhofer Institute for Molecular Biology and Applied Ecology (IME), Forckenbeckstrasse 6, 52074 Aachen, Germany; Institute of Molecular Biotechnology, RWTH Aachen University, Worringerweg 1, 52074 Aachen, Germany.
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15
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Blazic M, Kovacevic G, Prodanovic O, Ostafe R, Gavrovic-Jankulovic M, Fischer R, Prodanovic R. Yeast surface display for the expression, purification and characterization of wild-type and B11 mutant glucose oxidases. Protein Expr Purif 2013; 89:175-80. [PMID: 23562736 DOI: 10.1016/j.pep.2013.03.014] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2012] [Revised: 03/04/2013] [Accepted: 03/06/2013] [Indexed: 10/27/2022]
Abstract
Glucose oxidase (GOx) catalyzes the oxidation of glucose to form gluconic acid and hydrogen peroxide, a reaction with important applications in food preservation, the manufacture of cosmetics and pharmaceuticals, and the development of glucose monitoring devices and biofuel cells. We expressed Aspergillus niger wild type GOx and the B11 mutant, which has twice the activity of the wild type enzyme at pH 5.5, as C-terminal fusions with the Saccharomyces cerevisiae Aga2 protein, allowing the fusion proteins to be displayed on the surface of yeast EBY100 cells. After expression, we extracted the proteins from the yeast cell wall and purified them by ion-exchange chromatography and ultrafiltration. This produced a broad 100-140kDa band by denaturing SDS-PAGE and a high-molecular-weight band by native PAGE corresponding to the activity band revealed by zymography. The wild type and B11 fusion proteins had kcat values of 33.3 and 61.3s(-1) and Km values for glucose of 33.4 and 27.9mM, respectively. The pH optimum for both enzymes was 5.0. The kinetic properties of the fusion proteins displayed the same ratio as their native counterparts, confirming that yeast surface display is suitable for the high-throughput directed evolution of GOx using flow cytometry for selection. Aga2-GOx fusion proteins in the yeast cell wall could also be used as immobilized catalysts for the production of gluconic acid.
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Affiliation(s)
- Marija Blazic
- Center for Chemistry IHTM, University of Belgrade, Njegoševa 12, 11001 Belgrade, Serbia
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16
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Ostafe R, Prodanovic R, Commandeur U, Fischer R. Flow cytometry-based ultra-high-throughput screening assay for cellulase activity. Anal Biochem 2012; 435:93-8. [PMID: 23146590 DOI: 10.1016/j.ab.2012.10.043] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2012] [Revised: 10/15/2012] [Accepted: 10/30/2012] [Indexed: 11/29/2022]
Abstract
We have developed a novel, ultra-high-throughput screening assay for the detection of cellulase activity based on fluorescence-activated cell sorting (FACS) and double emulsion technology. Cellulase activity is detected using a series of coupled enzymes, including hexose oxidase (HOx), which generates hydrogen peroxide from the reducing sugars released by cellulases in the presence of any natural or artificial substrate. The assay can be adapted to suit a microtiter plate format, but the highest throughput is achieved by using FACS to screen high-complexity cellulase clone libraries. Using this approach, we achieved a 12-fold enrichment of positive (cellulase-expressing) cells in cellulase reference libraries after just one sorting round.
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Affiliation(s)
- Raluca Ostafe
- Institute of Molecular Biotechnology, RWTH Aachen University, D-52074 Aachen, Germany
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Despotovic D, Vojcic L, Prodanovic R, Martinez R, Maurer KH, Schwaneberg U. Fluorescent Assay for Directed Evolution of Perhydrolases. ACTA ACUST UNITED AC 2012; 17:796-805. [DOI: 10.1177/1087057112438464] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Directed evolution offers opportunities to improve promiscuous activities of hydrolases in rounds of diversity generation and high-throughput screening. In this article, we developed and validated a screening platform to improve the perhydrolytic activity of proteases and likely other hydrolases (e.g., lipases or esterases). Key was the development of a highly sensitive fluorescent assay (sensitivity in the µM range) based on 3-carboxy-7-hydroxycoumarin (HCC) formation. HCC is released through an hypobromite-mediated oxidation of 7-(4′-aminophenoxy)-3-carboxycoumarin (APCC), which enables for the first time a continuous measurement of peroxycarboxylic acid formation with a standard deviation of 11% in microtiter plates with a wide pH range window (5–9). As example, subtilisin Carlsberg was subjected to site saturation mutagenesis at position G165, yielding a variant T58A/G165L/L216W with 5.4-fold increased kcat for perhydrolytic activity compared with wild type.
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Affiliation(s)
| | | | - Radivoje Prodanovic
- RWTH Aachen University, Worringerweg, Aachen, Germany
- Faculty of Chemistry, University of Belgrade, Belgrade, Serbia
| | | | - Karl-Heinz Maurer
- International Research Laundry & Home Care, Biotechnology, Düsseldorf, Germany
- Present address: AB Enzymes GmbH, Feldbergstraße, Darmstadt, Germany
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Prodanovic R, Ostafe R, Scacioc A, Schwaneberg U. Ultrahigh-throughput screening system for directed glucose oxidase evolution in yeast cells. Comb Chem High Throughput Screen 2011; 14:55-60. [PMID: 20958255 DOI: 10.2174/1386207311107010055] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2010] [Accepted: 10/05/2010] [Indexed: 11/22/2022]
Abstract
A compartmentalized tyramide labeling system (CoaTi) employing flow cytometry for sorting of yeast cells was developed as ultrahigh-throughput screening for Glucose oxidase (GOx) from Aspergillus niger. CoaTi combines in vitro compartmentalization technology with the CARD reporter system which uses fluorescein tyramide labels for detection of peroxidase activity. Physical connection between cells and fluorescein tyramide radicals was achieved by compartmentalization of yeast cells inside microdroplets of single water-in-oil emulsions. After reaction cells were recovered from single emulsions and sorted by flow cytometry, an error prone PCR mutant library of Glucose oxidase (GOx) containing 10(7) cells and ~10(5) of different GOx variants was screened. Mutagenic conditions of GOx mutant library were selected to generate <1 % of active GOx population in order to explore influence of high mutation frequency on GOx activity. GOx variant Mut12 that contains 5 mutations (N2Y, K13E, T30V, I94V, K152R) showed a 1.2 times decreased K(m) (22.0 vs 18.1 mM) and a 2.7 fold increased k(cat) (150 s(-1) vs 54.8 s(-1)) compared to wt GOx. Compared to the employed parent B11 GOx (16 mM, 80 s(-1)) it has a slightly increased K(m) and 1.8 times increased k(cat).
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Affiliation(s)
- Radivoje Prodanovic
- RWTH Aachen University, Lehrstuhl für Biotechnologie, Worringer Weg 1, 52056 Aachen, Germany
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Tu R, Martinez R, Prodanovic R, Klein M, Schwaneberg U. A Flow Cytometry–Based Screening System for Directed Evolution of Proteases. ACTA ACUST UNITED AC 2011; 16:285-94. [DOI: 10.1177/1087057110396361] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Proteases are industrially important enzymes but often have to be improved for their catalytic efficiency and stabilities to suit applications. Flow cytometry screening technology based on in vitro compartmentalization in double emulsion had been developed and applied on directed evolution of paraoxonase and β-galactosidase. Further advancements of flow cytometry–based screening technologies will enable an ultra-high throughput of variants offering novel opportunities in directed enzyme evolution under high mutational loads. For the industrially important enzyme class of proteases, a first flow cytometry–based screening system for directed protease evolution has been developed based on an extracellular protease-deficient Bacillus subtilis strain (WB800N), a model protease (subtilisin Carlsberg), and a water-in-oil-in-water double-emulsion technology. B. subtilis WB800N cells are encapsulated in double emulsion with a fluorogenic substrate (rhodamine 110–containing peptide), allowing the screening of protease variants in femtoliter compartments at high throughput. The protease screening technology was validated by employing an epPCR mutant library with a high mutational load and screened for increased resistance toward the inhibitor antipain dihydrochloride. A variant (K127R, T237P, M239I, I269V, Y310F, I372V) with an improved relative resistance was isolated from a small population of active variants, validating the reported protease flow cytometry screening technology for increased inhibitor resistance.
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Affiliation(s)
- Ran Tu
- School of Engineering and Science, Jacobs University Bremen (JUB), Bremen, Germany
| | - Ronny Martinez
- School of Engineering and Science, Jacobs University Bremen (JUB), Bremen, Germany
| | | | - Mathias Klein
- School of Engineering and Science, Jacobs University Bremen (JUB), Bremen, Germany
| | - Ulrich Schwaneberg
- School of Engineering and Science, Jacobs University Bremen (JUB), Bremen, Germany
- Lehrstuhl für Biotechnologie, RWTH Aachen University, Aachen, Germany
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Tu R, Prodanovic R, Blanusa M, Ostafe R, Niehaus F, Eck J, Schwaneberg U. Flow cytometry based high throughput screening system for screening and improving industrially important enzymes. N Biotechnol 2009. [DOI: 10.1016/j.nbt.2009.06.474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Zhu Z, Wang M, Gautam A, Nazor J, Momeu C, Prodanovic R, Schwaneberg U. Directed evolution of glucose oxidase fromAspergillus niger for ferrocenemethanol-mediated electron transfer. Biotechnol J 2007; 2:241-8. [PMID: 17238237 DOI: 10.1002/biot.200600185] [Citation(s) in RCA: 53] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
A directed evolution protocol was developed for glucose oxidase (GOx) from Aspergillus niger that mimics applications conditions and employs a well-known mediator, oxidized ferrocenemethanol, in a medium throughput screen (96-well plate format). Upon reduction, oxidized ferrocenemethanol shows a color change from blue to pale yellow that can be recorded at 625 nm. Under optimized screening conditions, a CV of less than 20% was achieved in 96-well microtiter plates. For validating the screening system, two mutant libraries of GOx were generated by standard error-prone PCR conditions (0.04 mM MnCl(2)) and Saccharomyces cerevisiae was employed as host for secreted GOx expression. Two screening of approximately 2000 GOx mutants yielded a double mutant (T30S I94V) with improved pH and thermal resistance. Thermal resistance at a residual activity of 50% was increased from 58 degrees C (wild type, WT) to 62 degrees C (T30S I94V) and pH stability was improved at basic pH (pH 8-11). K(m) for glucose remained nearly unchanged (20.8 mM WT; 21.3 mM T30S I94V) and k(cat) increased (69.5/s WT; 137.7/s T30S I94V).
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Affiliation(s)
- Ziwei Zhu
- International University Bremen, Bremen, Germany
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Knezevic Z, Milosavic N, Bezbradica D, Jakovljevic Z, Prodanovic R. Immobilization of lipase from Candida rugosa on Eupergit® C supports by covalent attachment. Biochem Eng J 2006. [DOI: 10.1016/j.bej.2006.05.009] [Citation(s) in RCA: 119] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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Prodanovic R, Milosavic N, Jovanovic S, Cirkovic-Velickovic T, Vujcic Z, Jankov R. Stabilization of α-glucosidase in organic solvents by immobilization on macroporous poly(GMA-co-EGDMA) with different surface characteristics. J Serb Chem Soc 2006. [DOI: 10.2298/jsc0604339p] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
?-Glucosidase from baker?s yeast was immobilized on macroporous copolymers of ethylene glycol dimethacrylate and glycidyl methacrylate, poly(GMA-co-EGDMA) with various surface characteristics and pore sizes ranging from 44 nm to 270 nm. Immobilization was done by glutaraldehyde on the copolymer previously modified with 1,2-diaminoethane. The specific activity of the obtained immobilized enzyme varied from 27 to 81 U/g, depending on the employed copolymer. The half lives of the immobilized enzyme in cosolvents were influenced by the surface characteristics of the copolymer, ranging from 60 to 150 min in 35% methanol and from 10 to 44 min in 45% dimethyl sulphoxide (DMSO). The best stabilities were obtained when the enzyme was immobilized onto a copolymer having a pore size of 48 nm in methanol and 270 nm in DMSO.
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Affiliation(s)
| | | | | | | | - Zoran Vujcic
- Katedra za biohemiju, Hemijski fakultet, Beograd
| | - Ratko Jankov
- Katedra za biohemiju, Hemijski fakultet, Beograd
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Bulajic N, Stajkovic B, Prodanovic R, Vujcic Z. DETERMINATION OF OPTIMAL SERUM DILUTION IN IMMUNOBLOT FOR DIAGNOSIS OF INVASIVE CANDIDOSIS. Mycoses 2002. [DOI: 10.1111/j.1439-0507.2002.tb04573.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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